He had entered the reception with a bravado, attempting to look the part of the happy friend. Then, he saw her, across the dance floor. A cold dread seeped into every pore of Alex's body. There she was. Chloe.

He felt a deep yearning, a need for reassurance that was quickly becoming a desperate plea. He felt a pull, a longing to return to a familiar space, one she had created for him.

He was suddenly aware of every missed opportunity, every careless word, every act of self-sabotage that had contributed to their separation. He felt the urgent need for her to understand.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

This story is one of 1,000 stories generated for the emotion dependent. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 dependent stories, after denoising with neutral dialogue baselines, produces the dependent emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dependent vector is projected through the unembedding matrix.

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258